The Red Oak AI Review module utilizes Large Language Models and prompt engineering to provide immediate AI-generated feedback to a submitter on language that may be considered promissory, misleading, or otherwise problematic. The AI feedback can increase efficiency by reducing the time spent on back and forth, as it allows the submitter to correct problematic language before the initial submission for human review. The prompts within the AI Review module are configured as part of the implementation led by the Red Oak team.